Evidence map›Paper›PMID 41255136›Full record

ReviewAdvanced healthcare materials2026

Evaluating Complexity in Orthopedic Tissue-on-a-Chip Systems.

Hannah M Zlotnick, Declan N Goddard, Jason A Burdick

Abstract readReview
In one paragraph

Review in Advanced healthcare materials, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

  1. Synovial fibroblasts modulate endothelial activation in an acute injury-on-a-chip model.Proceedings of the National Academy of Sciences of the United States of America · 2026
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

3 authors.

Hannah M ZlotnickBioFrontiers Institute, University of Colorado Boulder, Boulder, CO, 80303, USA.ORCID https://orcid.org/0000-0002-0942-3072
Declan N GoddardBioFrontiers Institute, University of Colorado Boulder, Boulder, CO, 80303, USA.
Jason A BurdickBioFrontiers Institute, University of Colorado Boulder, Boulder, CO, 80303, USA.ORCID https://orcid.org/0000-0002-2006-332X

Funding

Dynamic Fibrous Scaffolds for Repairing Dense Connective TissuesR01AR056624 · NIAMS · UNIVERSITY OF PENNSYLVANIA · PI Jason A Burdick, Robert L Mauck · 2009 to 2026
$7.5M
Interdisciplinary Training in Musculoskeletal ResearchT32AR080630 · NIAMS · UNIVERSITY OF COLORADO DENVER · PI Karin A Payne, MICHAEL J ZUSCIK · 2022 to 2026
$1.7M
National Science Foundation CMMI: 15-48571NIAMS NIH HHS R01 AR056624NIAMS NIH HHS T32 AR080630NIH HHS R01AR056624NIH HHS T32AR080630Schmidt Futures Schmidt Science Fellowship
6 · The paper itself

Abstract

Orthopedic tissue-on-a-chip systems are rapidly emerging to model tissue homeostasis and disease, including to screen new therapeutics. These platforms range in complexity, related to the number of cells, materials, and other factors that are introduced into their design, which may influence their ability to mimic tissue physiology and the overall experimental throughput. To better understand current orthopedic tissue-on-a-chip platforms and their complexity, a systematic search is used to generate a library of publications. From this library, the device components (i.e., cells, materials, tissue structures, and external stimuli) and common applications are summarized, revealing that most devices are polydimethylsiloxane (PDMS)-based and include human cells, natural hydrogels, and limited tissue structures and stimuli. Next, a quantitative scoring system is developed and used to compare single versus multi tissue-on-a-chip systems across six criteria (i.e., assembly, cellular, fluidic, mechanical, structural, and readout complexity). The multi tissue-on-a-chip systems include more cell populations and materials, complicating device assembly. Additionally, total complexity negatively correlates with throughput, indicating that there is a tradeoff between the introduction of additional features and rapidly acquiring data. A clinically motivated evaluation and discussion concludes this review, which can be used to guide the development of future orthopedic tissue-on-a-chip systems.

Indexed as

Lab-On-A-Chip DevicesOrthopedicsTissue EngineeringAnimalsHumansHydrogelsHydrogelsmicrophysiological modelmusculoskeletalorthopedictissue‐on‐a‐chip

Identifiers

PMID41255136
PMCPMC12949956

What Socratic holds

Textmetadata
LicenceTDM
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the Socratic graph.